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Referring Expression Comprehension (RSREC) on RRSIS-D (test)

76.96Pr@0.5SegEarth-R1
25.407238.791152.17565.5589Apr 2, 2026

Evaluation results

MethodLinks
SegEarth-R1model_type=VLM, original_paper_results=true2026.0476.9671.8861.6247.1728.1878.0166.4
ProVGmodel_type=Multi-task2026.0476.2170.8463.7852.1430.7478.2866.17
ProVGmodel_type=Multi-task2026.0476.170.358.5244.4725.9177.6265.44
LQVGmodel_type=REC2026.0475.6370.6763.7751.9129.9375.3566.07
CroBIMmodel_type=RES, original_paper_results=true2026.047566.3254.3141.0921.7876.3764.24
FIANetmodel_type=RES2026.0474.3566.9656.2542.6623.9376.8164.01
LPVAmodel_type=REC2026.0474.3268.4561.1250.7428.6274.2964.82
RMISNmodel_type=RES2026.0474.0366.9355.4441.6523.0776.5563.38
Tex4Seg++model_type=VLM, original_paper_results=true2026.0473.2————74.262.8
RMISNmodel_type=RES2026.0473.0266.1658.0646.3428.7673.9465.97
FIANetmodel_type=RES2026.0473.0266.8258.9246.8828.6173.8865.01
VLTVGmodel_type=REC2026.0472.8665.9360.5648.1426.2172.9163.51
QRNetmodel_type=REC2026.0472.6363.8758.6145.3521.7273.4861.34
MGVLFmodel_type=REC2026.0471.0566.1759.8948.3626.7571.2861.44
EEVGmodel_type=Multi-task2026.0470.0261.5549.8936.5617.2374.5361.11
LAVT-RSmodel_type=RES2026.0469.8263.2553.0241.3524.1776.3961.44
LGCEmodel_type=RES2026.0469.7262.852.7140.4223.8176.3360.98
LAVT-RISmodel_type=RES2026.0469.4863.152.9741.0724.2676.4861.12
RefSegformermodel_type=RES2026.0469.2563.4853.0640.3124.0377.4459.67
LAVT-RSmodel_type=RES2026.0468.1263.4756.6945.1128.5472.8665.04
LAVT-RISmodel_type=RES2026.0468.0363.5256.4644.7828.5172.6764.98
LGCEmodel_type=RES2026.0467.9762.0854.5544.7327.9872.2464.47
GeoGroundmodel_type=VLM, original_paper_results=true2026.0467.5—————60.5
RefSegformermodel_type=RES2026.0466.5861.1554.0943.526.5372.3259.81
EEVGmodel_type=Multi-task2026.0461.7555.3445.4930.98.9674.1854.25
RSVG-ZeroOVmodel_type=VLM, original_paper_results=true2026.0431.3924.1517.6311.434.3331.2834.49
TransCPmodel_type=REC2026.0430.5621.3613.494.740.63—29.12
RefTRmodel_type=Multi-task2026.0430.1624.0315.937.50.7745.228.1
RSVG-ZeroOVmodel_type=VLM, original_paper_results=true2026.0427.3920.5613.386.952.2622.8328.35